How do I balance render load between Gpu and CPU
I think I found the answer. Under Cycles, Sampling, Integrator choose "Branched Path Tracing" instead of the default "Path Tracing". I don't know how I missed this the first time.

For the scenes I have tested, GPU utilization is on average 60% and going as high as 100% at some point in some scenes.